ES - 钛刻 - 科技风向旗 - 深度刻画技术趋势,引领数字未来 - 第73页 - 钛刻科技

分享一篇好文，虽然视觉领域的，但对agent harness 可能有启发

这篇论文大概讲ViT 在很多情况下会偷懒地利用背景/上下文 patch 作为分类捷径，导致全局表示对前景对象的聚合不充分里面提到一个很有意思的现象：lazy aggregation。我觉得这对 agent harness 很有启发：如果把视觉里的"背景 patch

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tech linux.do 2026-04-21 12:19:01+08:00

GitHub Copilot 可能转向按 Token 计费

Microsoft To Shift GitHub Copilot Users To Token-Based Billing, Tighten Rate Limits Changes to GitHub Copilot plans for individuals - GitHub

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tech linux.do 2026-04-21 12:06:38+08:00

[Apple] 官网买的 Apple 礼品卡多久到账啊？

昨天在官网用招行 visa 买了张 200 刀的礼品卡，已经 26 小时了还在 Processing 阶段。。。。。大家都是多久收到的啊？

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tech v2ex.com 2026-04-21 12:04:25+08:00

[推广] # 抽奖 | 懒猫小龙猫 AI Agent 抽奖活动（第一轮）

懒猫小龙猫 AI Agent 抽奖活动（第一轮）想玩 AI Agent 又怕门槛高？那是你没遇上“小龙猫”。龙虾（ OpenClaw ）不失联，爱马仕（ Hermes ）更好用！懒猫小龙猫一键部署，多人群聊，安全隔离，永远不挂，让你的 AI 助手 24 小时为你打工！欢迎

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tech v2ex.com 2026-04-21 11:48:07+08:00

[Apple] 官网买的 Apple 礼品卡多久到账啊？

昨天在官网用招行 visa 买了张 200 刀的礼品卡，已经 26 小时了还在 Processing 阶段。。。。。大家都是多久收到的啊？

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tech v2ex.com 2026-04-21 11:40:25+08:00

[Apple] 官网买的 Apple 礼品卡多久到账啊？

昨天在官网用招行 visa 买了张 200 刀的礼品卡，已经 26 小时了还在 Processing 阶段。。。。。大家都是多久收到的啊？

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tech v2ex.com 2026-04-21 11:28:40+08:00

红色版索尼 Xperia 1 VIII 手机渲染图曝光，方形相机岛设计

IT之家 4 月 21 日消息，消息源 sumahodigest 昨日（4 月 20 日）发布博文，分享了一组渲染图，展示了红色版索尼 Xperia 1 VIII 手机，并透露设计变革细节。外观方面，基于多方泄漏的手机壳设计，索尼 Xperia 1 VIII 手机将放弃其标志

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tech www.ithome.com 2026-04-21 11:15:05+08:00

大佬们ccswitch报这个错怎么解决

stream disconnected before completion: UTF8 error: invalid utf-8 sequence of 1 bytes from index 0 3 个帖子 - 2 位参与者阅读完整话题

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tech linux.do 2026-04-21 11:07:12+08:00

[Apple] 官网买的 Apple 礼品卡多久到账啊？

昨天在官网用招行 visa 买了张 200 刀的礼品卡，已经 26 小时了还在 Processing 阶段。。。。。大家都是多久收到的啊？

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tech v2ex.com 2026-04-21 11:07:00+08:00

[优惠信息] 1Password 家庭版 5 折优惠， $71.88 一年

首年 5 折，$36/5 人。 https://cybernews.com/password-managers-coupons/1password-coupon-codes/ 无我的 aff 。duckgo 搜到的。我用是删了旧号重新注册也能用。 --- 顺便招一人上车，明天扣

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tech v2ex.com 2026-04-21 11:06:08+08:00

[Apple] 官网买的 Apple 礼品卡多久到账啊？

昨天在官网用招行 visa 买了张 200 刀的礼品卡，已经 26 小时了还在 Processing 阶段。。。。。大家都是多久收到的啊？

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tech v2ex.com 2026-04-21 10:54:36+08:00

请问这个警告怎么让他消失 ⚠ `[features].collab` is deprecated. Use `[features].multi_agent` instead.

[features].collab is deprecated. Use [features].multi_agent instead. Enable it with --enable multi_agent or [features].multi_agent in config

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tech linux.do 2026-04-21 10:44:47+08:00

佬友们，有没有harness工程human in the loop交互的方案

不同于cc这种基于命令行的，想要的是一个能够和gui融合的human in the loop设计方案，最好包含低代码的交互卡片自定义，真心求教 2 个帖子 - 2 位参与者阅读完整话题

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tech linux.do 2026-04-21 10:44:34+08:00

求助，有人使用快速登录碰到invalid_request问题吗

最近快捷登录一直报这个，是梯子问题吗？ invalid_request The request is missing a required parameter, includes an invalid parameter value, includes a parameter m

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tech linux.do 2026-04-21 10:38:00+08:00

[GitHub Copilot] 悲!昨天还在考虑 pro 和 pro+买那个，今天 Copilot 暂停新用户注册了

https://github.blog/news-insights/company-news/changes-to-github-copilot-individual-plans/ GitHub Copilot 个人版计划调整（ 2026-04-20 官方公告精简总结）发布时间

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tech v2ex.com 2026-04-21 10:34:23+08:00

[GitHub Copilot] 悲!昨天还在考虑 pro 和 pro+买那个，今天 Copilot 暂停新用户注册了

https://github.blog/news-insights/company-news/changes-to-github-copilot-individual-plans/ GitHub Copilot 个人版计划调整（ 2026-04-20 官方公告精简总结）发布时间

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tech v2ex.com 2026-04-21 10:19:09+08:00

[GitHub Copilot] 悲!昨天还在考虑 pro 和 pro+买那个，今天 Copilot 暂停新用户注册了

https://github.blog/news-insights/company-news/changes-to-github-copilot-individual-plans/ GitHub Copilot 个人版计划调整（ 2026-04-20 官方公告精简总结）发布时间

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tech v2ex.com 2026-04-21 10:12:19+08:00

英伟达增强 ReSTIR 算法，游戏路径追踪性能有望提升 2~3 倍

IT之家 4 月 21 日消息，英伟达昨日（4 月 20 日）发布研究论文，为解决路径追踪技术面临的性能瓶颈，提出增强版时空重要性重采样（ReSTIR）算法，有望将路径追踪性能提升 2~3 倍。 IT之家注：路径追踪是一种高级渲染技术，通过追踪光线在场景中的多次反弹来模拟全局光

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tech www.ithome.com 2026-04-21 10:03:23+08:00

[GitHub Copilot] 悲!昨天还在考虑 pro 和 pro+买那个，今天 Copilot 暂停新用户注册了

https://github.blog/news-insights/company-news/changes-to-github-copilot-individual-plans/ GitHub Copilot 个人版计划调整（ 2026-04-20 官方公告精简总结）发布时间

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tech v2ex.com 2026-04-21 09:54:47+08:00

[GitHub Copilot] 悲!昨天还在考虑 pro 和 pro+买那个，今天 Copilot 暂停新用户注册了

https://github.blog/news-insights/company-news/changes-to-github-copilot-individual-plans/ GitHub Copilot 个人版计划调整（ 2026-04-20 官方公告精简总结）发布时间

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tech v2ex.com 2026-04-21 09:48:36+08:00

ES - 钛刻 - 科技风向旗 - 深度刻画技术趋势,引领数字未来 - 第73页 - 钛刻科技 | TCTI.cn

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